{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "g_a9QvUFVCUR"
   },
   "source": [
    "<h1>Chapter 2 - Tokens and Token Embeddings</h1>\n",
    "<i>Exploring tokens and embeddings as an integral part of building LLMs</i>\n",
    "\n",
    "\n",
    "<a href=\"https://www.amazon.com/Hands-Large-Language-Models-Understanding/dp/1098150961\"><img src=\"https://img.shields.io/badge/Buy%20the%20Book!-grey?logo=amazon\"></a>\n",
    "<a href=\"https://www.oreilly.com/library/view/hands-on-large-language/9781098150952/\"><img src=\"https://img.shields.io/badge/O'Reilly-white.svg?logo=data:image/svg%2bxml;base64,PHN2ZyB3aWR0aD0iMzQiIGhlaWdodD0iMjciIHZpZXdCb3g9IjAgMCAzNCAyNyIgZmlsbD0ibm9uZSIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KPGNpcmNsZSBjeD0iMTMiIGN5PSIxNCIgcj0iMTEiIHN0cm9rZT0iI0Q0MDEwMSIgc3Ryb2tlLXdpZHRoPSI0Ii8+CjxjaXJjbGUgY3g9IjMwLjUiIGN5PSIzLjUiIHI9IjMuNSIgZmlsbD0iI0Q0MDEwMSIvPgo8L3N2Zz4K\"></a>\n",
    "<a href=\"https://github.com/HandsOnLLM/Hands-On-Large-Language-Models\"><img src=\"https://img.shields.io/badge/GitHub%20Repository-black?logo=github\"></a>\n",
    "[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/HandsOnLLM/Hands-On-Large-Language-Models/blob/main/chapter02/Chapter%202%20-%20Tokens%20and%20Token%20Embeddings.ipynb)\n",
    "\n",
    "---\n",
    "\n",
    "This notebook is for Chapter 2 of the [Hands-On Large Language Models](https://www.amazon.com/Hands-Large-Language-Models-Understanding/dp/1098150961) book by [Jay Alammar](https://www.linkedin.com/in/jalammar) and [Maarten Grootendorst](https://www.linkedin.com/in/mgrootendorst/).\n",
    "\n",
    "---\n",
    "\n",
    "<a href=\"https://www.amazon.com/Hands-Large-Language-Models-Understanding/dp/1098150961\">\n",
    "<img src=\"https://raw.githubusercontent.com/HandsOnLLM/Hands-On-Large-Language-Models/main/images/book_cover.png\" width=\"350\"/></a>\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### [OPTIONAL] - Installing Packages on <img src=\"https://colab.google/static/images/icons/colab.png\" width=100>\n",
    "\n",
    "If you are viewing this notebook on Google Colab (or any other cloud vendor), you need to **uncomment and run** the following codeblock to install the dependencies for this chapter:\n",
    "\n",
    "---\n",
    "\n",
    "💡 **NOTE**: We will want to use a GPU to run the examples in this notebook. In Google Colab, go to\n",
    "**Runtime > Change runtime type > Hardware accelerator > GPU > GPU type > T4**.\n",
    "\n",
    "---"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# %%capture\n",
    "# !pip install transformers>=4.41.2 sentence-transformers>=3.0.1 gensim>=4.3.2 scikit-learn>=1.5.0 accelerate>=0.31.0"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "oQHfpqT_t9-K"
   },
   "source": [
    "# Downloading and Running An LLM\n",
    "\n",
    "The first step is to load our model onto the GPU for faster inference. Note that we load the model and tokenizer separately and keep them as such so that we can explore them separately."
   ]
  },
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    },
    "executionInfo": {
     "elapsed": 95520,
     "status": "ok",
     "timestamp": 1723034396041,
     "user": {
      "displayName": "Jay Alammar جهاد العمار",
      "userId": "14617748739431919458"
     },
     "user_tz": -60
    },
    "id": "jjU8NBHnwA4j",
    "outputId": "286bdccb-f25d-4b0e-bda3-44d2a4be45cd"
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "`flash-attention` package not found, consider installing for better performance: No module named 'flash_attn'.\n",
      "Current `flash-attention` does not support `window_size`. Either upgrade or use `attn_implementation='eager'`.\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "dd45dd8837f94b38ae6f4ffd205d9ea6",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Loading checkpoint shards:   0%|          | 0/2 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Special tokens have been added in the vocabulary, make sure the associated word embeddings are fine-tuned or trained.\n"
     ]
    }
   ],
   "source": [
    "from transformers import AutoModelForCausalLM, AutoTokenizer\n",
    "\n",
    "# Load model and tokenizer\n",
    "model = AutoModelForCausalLM.from_pretrained(\n",
    "    \"microsoft/Phi-3-mini-4k-instruct\",\n",
    "    device_map=\"cuda\",\n",
    "    torch_dtype=\"auto\",\n",
    "    trust_remote_code=True,\n",
    ")\n",
    "tokenizer = AutoTokenizer.from_pretrained(\"microsoft/Phi-3-mini-4k-instruct\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "executionInfo": {
     "elapsed": 5750,
     "status": "ok",
     "timestamp": 1719641447389,
     "user": {
      "displayName": "Maarten Grootendorst",
      "userId": "11015108362723620659"
     },
     "user_tz": -120
    },
    "id": "_iVl5yePuq3B",
    "outputId": "4ce629bf-3897-4ab0-8cf1-8f55e2040155"
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING:transformers_modules.microsoft.Phi-3-mini-4k-instruct.ff07dc01615f8113924aed013115ab2abd32115b.modeling_phi3:You are not running the flash-attention implementation, expect numerical differences.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<s> Write an email apologizing to Sarah for the tragic gardening mishap. Explain how it happened.<|assistant|> Subject: My Sincere Apologies for the Gardening Mishap\n",
      "\n",
      "Dear\n"
     ]
    }
   ],
   "source": [
    "prompt = \"Write an email apologizing to Sarah for the tragic gardening mishap. Explain how it happened.<|assistant|>\"\n",
    "\n",
    "# Tokenize the input prompt\n",
    "input_ids = tokenizer(prompt, return_tensors=\"pt\").input_ids.to(\"cuda\")\n",
    "\n",
    "# Generate the text\n",
    "generation_output = model.generate(\n",
    "  input_ids=input_ids,\n",
    "  max_new_tokens=20\n",
    ")\n",
    "\n",
    "# Print the output\n",
    "print(tokenizer.decode(generation_output[0]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "executionInfo": {
     "elapsed": 4,
     "status": "ok",
     "timestamp": 1719641447389,
     "user": {
      "displayName": "Maarten Grootendorst",
      "userId": "11015108362723620659"
     },
     "user_tz": -120
    },
    "id": "JmzgbbdKuvHt",
    "outputId": "82511d5b-7949-49a0-e3a6-c128564575c8"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "tensor([[    1, 14350,   385,  4876, 27746,  5281,   304, 19235,   363,   278,\n",
      "         25305,   293, 16423,   292,   286,   728,   481, 29889, 12027,  7420,\n",
      "           920,   372,  9559, 29889, 32001]], device='cuda:0')\n"
     ]
    }
   ],
   "source": [
    "print(input_ids)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "executionInfo": {
     "elapsed": 3,
     "status": "ok",
     "timestamp": 1719641447389,
     "user": {
      "displayName": "Maarten Grootendorst",
      "userId": "11015108362723620659"
     },
     "user_tz": -120
    },
    "id": "W4vsjbxwu1K1",
    "outputId": "506f32d1-f058-4cfd-a9cd-13c4dabe80e6"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<s>\n",
      "Write\n",
      "an\n",
      "email\n",
      "apolog\n",
      "izing\n",
      "to\n",
      "Sarah\n",
      "for\n",
      "the\n",
      "trag\n",
      "ic\n",
      "garden\n",
      "ing\n",
      "m\n",
      "ish\n",
      "ap\n",
      ".\n",
      "Exp\n",
      "lain\n",
      "how\n",
      "it\n",
      "happened\n",
      ".\n",
      "<|assistant|>\n"
     ]
    }
   ],
   "source": [
    "for id in input_ids[0]:\n",
    "   print(tokenizer.decode(id))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "executionInfo": {
     "elapsed": 3,
     "status": "ok",
     "timestamp": 1719641447389,
     "user": {
      "displayName": "Maarten Grootendorst",
      "userId": "11015108362723620659"
     },
     "user_tz": -120
    },
    "id": "A9wRZ3J3u4z1",
    "outputId": "7efaa49c-7a5a-41d7-f000-7aace16007e5"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tensor([[    1, 14350,   385,  4876, 27746,  5281,   304, 19235,   363,   278,\n",
       "         25305,   293, 16423,   292,   286,   728,   481, 29889, 12027,  7420,\n",
       "           920,   372,  9559, 29889, 32001,  3323,   622, 29901,  1619,   317,\n",
       "          3742,   406,  6225, 11763,   363,   278, 19906,   292,   341,   728,\n",
       "           481,    13,    13, 29928,   799]], device='cuda:0')"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "generation_output"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "executionInfo": {
     "elapsed": 275,
     "status": "ok",
     "timestamp": 1723034447362,
     "user": {
      "displayName": "Jay Alammar جهاد العمار",
      "userId": "14617748739431919458"
     },
     "user_tz": -60
    },
    "id": "7QlHLof3u8A3",
    "outputId": "c2315e1b-91b4-4a1b-9bcc-084f16ac8db1"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Sub\n",
      "ject\n",
      "Subject\n",
      ":\n"
     ]
    }
   ],
   "source": [
    "print(tokenizer.decode(3323))\n",
    "print(tokenizer.decode(622))\n",
    "print(tokenizer.decode([3323, 622]))\n",
    "print(tokenizer.decode(29901))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "T9nRducW48bd"
   },
   "source": [
    "# Comparing Trained LLM Tokenizers\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "7W0xFIVo5A0S"
   },
   "outputs": [],
   "source": [
    "from transformers import AutoModelForCausalLM, AutoTokenizer\n",
    "\n",
    "colors_list = [\n",
    "    '102;194;165', '252;141;98', '141;160;203',\n",
    "    '231;138;195', '166;216;84', '255;217;47'\n",
    "]\n",
    "\n",
    "def show_tokens(sentence, tokenizer_name):\n",
    "    tokenizer = AutoTokenizer.from_pretrained(tokenizer_name)\n",
    "    token_ids = tokenizer(sentence).input_ids\n",
    "    for idx, t in enumerate(token_ids):\n",
    "        print(\n",
    "            f'\\x1b[0;30;48;2;{colors_list[idx % len(colors_list)]}m' +\n",
    "            tokenizer.decode(t) +\n",
    "            '\\x1b[0m',\n",
    "            end=' '\n",
    "        )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "Gcc3JjwX5DK-"
   },
   "outputs": [],
   "source": [
    "text = \"\"\"\n",
    "English and CAPITALIZATION\n",
    "🎵 鸟\n",
    "show_tokens False None elif == >= else: two tabs:\"    \" Three tabs: \"       \"\n",
    "12.0*50=600\n",
    "\"\"\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "executionInfo": {
     "elapsed": 354,
     "status": "ok",
     "timestamp": 1725544666773,
     "user": {
      "displayName": "Jay Alammar جهاد العمار",
      "userId": "14617748739431919458"
     },
     "user_tz": 240
    },
    "id": "fCDGSXP75Hv-",
    "outputId": "f2c26835-a857-41db-ff2d-d930d06e512e"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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     ]
    }
   ],
   "source": [
    "show_tokens(text, \"bert-base-uncased\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 219,
     "referenced_widgets": [
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      "4128b1818d30497f9a3d6869e02addaa"
     ]
    },
    "executionInfo": {
     "elapsed": 1520,
     "status": "ok",
     "timestamp": 1719589575187,
     "user": {
      "displayName": "Jay Alammar جهاد العمار",
      "userId": "14617748739431919458"
     },
     "user_tz": 240
    },
    "id": "0Ay_NX3K5HyP",
    "outputId": "4a32ab93-75f2-4b70-a55b-b643283c8270"
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "76ff072348d0471abaa566d7de6b8e93",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "tokenizer_config.json:   0%|          | 0.00/49.0 [00:00<?, ?B/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/lib/python3.10/dist-packages/huggingface_hub/file_download.py:1132: FutureWarning: `resume_download` is deprecated and will be removed in version 1.0.0. Downloads always resume when possible. If you want to force a new download, use `force_download=True`.\n",
      "  warnings.warn(\n"
     ]
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    },
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     ]
    }
   ],
   "source": [
    "show_tokens(text, \"bert-base-cased\")"
   ]
  },
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    "executionInfo": {
     "elapsed": 2010,
     "status": "ok",
     "timestamp": 1719589579935,
     "user": {
      "displayName": "Jay Alammar جهاد العمار",
      "userId": "14617748739431919458"
     },
     "user_tz": 240
    },
    "id": "K_k5QduY5H0u",
    "outputId": "2e844f23-3dee-4078-8d51-4c250d2c2f3e"
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "77d1608ca87f4bc1b7a731c896d86db9",
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       "version_minor": 0
      },
      "text/plain": [
       "tokenizer_config.json:   0%|          | 0.00/26.0 [00:00<?, ?B/s]"
      ]
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    {
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    {
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      "text/plain": [
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      ]
     },
     "metadata": {},
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    },
    {
     "name": "stdout",
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     "text": [
      "\u001b[0;30;48;2;102;194;165m\n",
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      "\u001b[0m \u001b[0;30;48;2;141;160;203m�\u001b[0m \u001b[0;30;48;2;231;138;195m�\u001b[0m \u001b[0;30;48;2;166;216;84m�\u001b[0m \u001b[0;30;48;2;255;217;47m �\u001b[0m \u001b[0;30;48;2;102;194;165m�\u001b[0m \u001b[0;30;48;2;252;141;98m�\u001b[0m \u001b[0;30;48;2;141;160;203m\n",
      "\u001b[0m \u001b[0;30;48;2;231;138;195mshow\u001b[0m \u001b[0;30;48;2;166;216;84m_\u001b[0m \u001b[0;30;48;2;255;217;47mt\u001b[0m \u001b[0;30;48;2;102;194;165mok\u001b[0m \u001b[0;30;48;2;252;141;98mens\u001b[0m \u001b[0;30;48;2;141;160;203m False\u001b[0m \u001b[0;30;48;2;231;138;195m None\u001b[0m \u001b[0;30;48;2;166;216;84m el\u001b[0m \u001b[0;30;48;2;255;217;47mif\u001b[0m \u001b[0;30;48;2;102;194;165m ==\u001b[0m \u001b[0;30;48;2;252;141;98m >=\u001b[0m \u001b[0;30;48;2;141;160;203m else\u001b[0m \u001b[0;30;48;2;231;138;195m:\u001b[0m \u001b[0;30;48;2;166;216;84m two\u001b[0m \u001b[0;30;48;2;255;217;47m tabs\u001b[0m \u001b[0;30;48;2;102;194;165m:\"\u001b[0m \u001b[0;30;48;2;252;141;98m \u001b[0m \u001b[0;30;48;2;141;160;203m \u001b[0m \u001b[0;30;48;2;231;138;195m \u001b[0m \u001b[0;30;48;2;166;216;84m \"\u001b[0m \u001b[0;30;48;2;255;217;47m Three\u001b[0m \u001b[0;30;48;2;102;194;165m tabs\u001b[0m \u001b[0;30;48;2;252;141;98m:\u001b[0m \u001b[0;30;48;2;141;160;203m \"\u001b[0m \u001b[0;30;48;2;231;138;195m \u001b[0m \u001b[0;30;48;2;166;216;84m \u001b[0m \u001b[0;30;48;2;255;217;47m \u001b[0m \u001b[0;30;48;2;102;194;165m \u001b[0m \u001b[0;30;48;2;252;141;98m \u001b[0m \u001b[0;30;48;2;141;160;203m \u001b[0m \u001b[0;30;48;2;231;138;195m \"\u001b[0m \u001b[0;30;48;2;166;216;84m\n",
      "\u001b[0m \u001b[0;30;48;2;255;217;47m12\u001b[0m \u001b[0;30;48;2;102;194;165m.\u001b[0m \u001b[0;30;48;2;252;141;98m0\u001b[0m \u001b[0;30;48;2;141;160;203m*\u001b[0m \u001b[0;30;48;2;231;138;195m50\u001b[0m \u001b[0;30;48;2;166;216;84m=\u001b[0m \u001b[0;30;48;2;255;217;47m600\u001b[0m \u001b[0;30;48;2;102;194;165m\n",
      "\u001b[0m "
     ]
    }
   ],
   "source": [
    "show_tokens(text, \"gpt2\")"
   ]
  },
  {
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      "b4e35a7edeea4b089182f4e9b15dc12e"
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     "elapsed": 1618,
     "status": "ok",
     "timestamp": 1719589589160,
     "user": {
      "displayName": "Jay Alammar جهاد العمار",
      "userId": "14617748739431919458"
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     "user_tz": 240
    },
    "id": "EJn5nf3c5H2_",
    "outputId": "607c38ff-9425-4371-f5e0-1f8ee9449eee"
   },
   "outputs": [
    {
     "data": {
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       "model_id": "63772475e9234672994f2a8edf89b192",
       "version_major": 2,
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      "text/plain": [
       "tokenizer_config.json:   0%|          | 0.00/2.54k [00:00<?, ?B/s]"
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      "text/plain": [
       "spiece.model:   0%|          | 0.00/792k [00:00<?, ?B/s]"
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      "text/plain": [
       "tokenizer.json:   0%|          | 0.00/2.42M [00:00<?, ?B/s]"
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      "text/plain": [
       "special_tokens_map.json:   0%|          | 0.00/2.20k [00:00<?, ?B/s]"
      ]
     },
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[0;30;48;2;102;194;165mEnglish\u001b[0m \u001b[0;30;48;2;252;141;98mand\u001b[0m \u001b[0;30;48;2;141;160;203mCA\u001b[0m \u001b[0;30;48;2;231;138;195mPI\u001b[0m \u001b[0;30;48;2;166;216;84mTAL\u001b[0m \u001b[0;30;48;2;255;217;47mIZ\u001b[0m \u001b[0;30;48;2;102;194;165mATION\u001b[0m \u001b[0;30;48;2;252;141;98m\u001b[0m \u001b[0;30;48;2;141;160;203m<unk>\u001b[0m \u001b[0;30;48;2;231;138;195m\u001b[0m \u001b[0;30;48;2;166;216;84m<unk>\u001b[0m \u001b[0;30;48;2;255;217;47mshow\u001b[0m \u001b[0;30;48;2;102;194;165m_\u001b[0m \u001b[0;30;48;2;252;141;98mto\u001b[0m \u001b[0;30;48;2;141;160;203mken\u001b[0m \u001b[0;30;48;2;231;138;195ms\u001b[0m \u001b[0;30;48;2;166;216;84mFal\u001b[0m \u001b[0;30;48;2;255;217;47ms\u001b[0m \u001b[0;30;48;2;102;194;165me\u001b[0m \u001b[0;30;48;2;252;141;98mNone\u001b[0m \u001b[0;30;48;2;141;160;203m\u001b[0m \u001b[0;30;48;2;231;138;195me\u001b[0m \u001b[0;30;48;2;166;216;84ml\u001b[0m \u001b[0;30;48;2;255;217;47mif\u001b[0m \u001b[0;30;48;2;102;194;165m=\u001b[0m \u001b[0;30;48;2;252;141;98m=\u001b[0m \u001b[0;30;48;2;141;160;203m>\u001b[0m \u001b[0;30;48;2;231;138;195m=\u001b[0m \u001b[0;30;48;2;166;216;84melse\u001b[0m \u001b[0;30;48;2;255;217;47m:\u001b[0m \u001b[0;30;48;2;102;194;165mtwo\u001b[0m \u001b[0;30;48;2;252;141;98mtab\u001b[0m \u001b[0;30;48;2;141;160;203ms\u001b[0m \u001b[0;30;48;2;231;138;195m:\u001b[0m \u001b[0;30;48;2;166;216;84m\"\u001b[0m \u001b[0;30;48;2;255;217;47m\"\u001b[0m \u001b[0;30;48;2;102;194;165mThree\u001b[0m \u001b[0;30;48;2;252;141;98mtab\u001b[0m \u001b[0;30;48;2;141;160;203ms\u001b[0m \u001b[0;30;48;2;231;138;195m:\u001b[0m \u001b[0;30;48;2;166;216;84m\"\u001b[0m \u001b[0;30;48;2;255;217;47m\"\u001b[0m \u001b[0;30;48;2;102;194;165m12.\u001b[0m \u001b[0;30;48;2;252;141;98m0\u001b[0m \u001b[0;30;48;2;141;160;203m*\u001b[0m \u001b[0;30;48;2;231;138;195m50\u001b[0m \u001b[0;30;48;2;166;216;84m=\u001b[0m \u001b[0;30;48;2;255;217;47m600\u001b[0m \u001b[0;30;48;2;102;194;165m\u001b[0m \u001b[0;30;48;2;252;141;98m</s>\u001b[0m "
     ]
    }
   ],
   "source": [
    "show_tokens(text, \"google/flan-t5-small\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "executionInfo": {
     "elapsed": 714,
     "status": "ok",
     "timestamp": 1723035784494,
     "user": {
      "displayName": "Jay Alammar جهاد العمار",
      "userId": "14617748739431919458"
     },
     "user_tz": -60
    },
    "id": "1ymhAsTg5H5e",
    "outputId": "7827a535-4f33-4620-f4e7-4a2b622a78c2"
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Special tokens have been added in the vocabulary, make sure the associated word embeddings are fine-tuned or trained.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[0;30;48;2;102;194;165m\n",
      "\u001b[0m \u001b[0;30;48;2;252;141;98mEnglish\u001b[0m \u001b[0;30;48;2;141;160;203m and\u001b[0m \u001b[0;30;48;2;231;138;195m CAPITAL\u001b[0m \u001b[0;30;48;2;166;216;84mIZATION\u001b[0m \u001b[0;30;48;2;255;217;47m\n",
      "\u001b[0m \u001b[0;30;48;2;102;194;165m�\u001b[0m \u001b[0;30;48;2;252;141;98m�\u001b[0m \u001b[0;30;48;2;141;160;203m�\u001b[0m \u001b[0;30;48;2;231;138;195m �\u001b[0m \u001b[0;30;48;2;166;216;84m�\u001b[0m \u001b[0;30;48;2;255;217;47m�\u001b[0m \u001b[0;30;48;2;102;194;165m\n",
      "\u001b[0m \u001b[0;30;48;2;252;141;98mshow\u001b[0m \u001b[0;30;48;2;141;160;203m_tokens\u001b[0m \u001b[0;30;48;2;231;138;195m False\u001b[0m \u001b[0;30;48;2;166;216;84m None\u001b[0m \u001b[0;30;48;2;255;217;47m elif\u001b[0m \u001b[0;30;48;2;102;194;165m ==\u001b[0m \u001b[0;30;48;2;252;141;98m >=\u001b[0m \u001b[0;30;48;2;141;160;203m else\u001b[0m \u001b[0;30;48;2;231;138;195m:\u001b[0m \u001b[0;30;48;2;166;216;84m two\u001b[0m \u001b[0;30;48;2;255;217;47m tabs\u001b[0m \u001b[0;30;48;2;102;194;165m:\"\u001b[0m \u001b[0;30;48;2;252;141;98m   \u001b[0m \u001b[0;30;48;2;141;160;203m \"\u001b[0m \u001b[0;30;48;2;231;138;195m Three\u001b[0m \u001b[0;30;48;2;166;216;84m tabs\u001b[0m \u001b[0;30;48;2;255;217;47m:\u001b[0m \u001b[0;30;48;2;102;194;165m \"\u001b[0m \u001b[0;30;48;2;252;141;98m      \u001b[0m \u001b[0;30;48;2;141;160;203m \"\n",
      "\u001b[0m \u001b[0;30;48;2;231;138;195m12\u001b[0m \u001b[0;30;48;2;166;216;84m.\u001b[0m \u001b[0;30;48;2;255;217;47m0\u001b[0m \u001b[0;30;48;2;102;194;165m*\u001b[0m \u001b[0;30;48;2;252;141;98m50\u001b[0m \u001b[0;30;48;2;141;160;203m=\u001b[0m \u001b[0;30;48;2;231;138;195m600\u001b[0m \u001b[0;30;48;2;166;216;84m\n",
      "\u001b[0m "
     ]
    }
   ],
   "source": [
    "# The official is `tiktoken` but this the same tokenizer on the HF platform\n",
    "show_tokens(text, \"Xenova/gpt-4\")"
   ]
  },
  {
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    },
    "executionInfo": {
     "elapsed": 9948,
     "status": "ok",
     "timestamp": 1719590292199,
     "user": {
      "displayName": "Jay Alammar جهاد العمار",
      "userId": "14617748739431919458"
     },
     "user_tz": 240
    },
    "id": "3_vAyeTy5H7_",
    "outputId": "ad3f759f-19b7-4880-cbf8-9ed7cb25d627"
   },
   "outputs": [
    {
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      },
      "text/plain": [
       "tokenizer_config.json:   0%|          | 0.00/7.88k [00:00<?, ?B/s]"
      ]
     },
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    {
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       "model_id": "37c46ab78fc64eb98923b24d6a0de37e",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "vocab.json:   0%|          | 0.00/777k [00:00<?, ?B/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "merges.txt:   0%|          | 0.00/442k [00:00<?, ?B/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
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      },
      "text/plain": [
       "tokenizer.json:   0%|          | 0.00/2.06M [00:00<?, ?B/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "12d4df348cd34dc2b3d7ffc41f0561e8",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "special_tokens_map.json:   0%|          | 0.00/958 [00:00<?, ?B/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[0;30;48;2;102;194;165m\n",
      "\u001b[0m \u001b[0;30;48;2;252;141;98mEnglish\u001b[0m \u001b[0;30;48;2;141;160;203m and\u001b[0m \u001b[0;30;48;2;231;138;195m CAPITAL\u001b[0m \u001b[0;30;48;2;166;216;84mIZATION\u001b[0m \u001b[0;30;48;2;255;217;47m\n",
      "\u001b[0m \u001b[0;30;48;2;102;194;165m�\u001b[0m \u001b[0;30;48;2;252;141;98m�\u001b[0m \u001b[0;30;48;2;141;160;203m�\u001b[0m \u001b[0;30;48;2;231;138;195m \u001b[0m \u001b[0;30;48;2;166;216;84m�\u001b[0m \u001b[0;30;48;2;255;217;47m�\u001b[0m \u001b[0;30;48;2;102;194;165m\n",
      "\u001b[0m \u001b[0;30;48;2;252;141;98mshow\u001b[0m \u001b[0;30;48;2;141;160;203m_\u001b[0m \u001b[0;30;48;2;231;138;195mtokens\u001b[0m \u001b[0;30;48;2;166;216;84m False\u001b[0m \u001b[0;30;48;2;255;217;47m None\u001b[0m \u001b[0;30;48;2;102;194;165m elif\u001b[0m \u001b[0;30;48;2;252;141;98m ==\u001b[0m \u001b[0;30;48;2;141;160;203m >=\u001b[0m \u001b[0;30;48;2;231;138;195m else\u001b[0m \u001b[0;30;48;2;166;216;84m:\u001b[0m \u001b[0;30;48;2;255;217;47m two\u001b[0m \u001b[0;30;48;2;102;194;165m tabs\u001b[0m \u001b[0;30;48;2;252;141;98m:\"\u001b[0m \u001b[0;30;48;2;141;160;203m   \u001b[0m \u001b[0;30;48;2;231;138;195m \"\u001b[0m \u001b[0;30;48;2;166;216;84m Three\u001b[0m \u001b[0;30;48;2;255;217;47m tabs\u001b[0m \u001b[0;30;48;2;102;194;165m:\u001b[0m \u001b[0;30;48;2;252;141;98m \"\u001b[0m \u001b[0;30;48;2;141;160;203m      \u001b[0m \u001b[0;30;48;2;231;138;195m \"\u001b[0m \u001b[0;30;48;2;166;216;84m\n",
      "\u001b[0m \u001b[0;30;48;2;255;217;47m1\u001b[0m \u001b[0;30;48;2;102;194;165m2\u001b[0m \u001b[0;30;48;2;252;141;98m.\u001b[0m \u001b[0;30;48;2;141;160;203m0\u001b[0m \u001b[0;30;48;2;231;138;195m*\u001b[0m \u001b[0;30;48;2;166;216;84m5\u001b[0m \u001b[0;30;48;2;255;217;47m0\u001b[0m \u001b[0;30;48;2;102;194;165m=\u001b[0m \u001b[0;30;48;2;252;141;98m6\u001b[0m \u001b[0;30;48;2;141;160;203m0\u001b[0m \u001b[0;30;48;2;231;138;195m0\u001b[0m \u001b[0;30;48;2;166;216;84m\n",
      "\u001b[0m "
     ]
    }
   ],
   "source": [
    "# You need to request access before being able to use this tokenizer\n",
    "show_tokens(text, \"bigcode/starcoder2-15b\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 220,
     "referenced_widgets": [
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      "48ca9047fc7d424f99b40c54e6d732f4",
      "3b169b44c1814ed5a7feba7bab0f3ce6",
      "dff4ee8d0bd74822a0adf204e21521b8",
      "5d3f3b08ec5044e3acf4414703e579d9",
      "900ddbabea1846a3a0dfd8380668bec1",
      "7da6e29f0349438494ff83975d48f02a",
      "01f1433d221f437eb0692d25948ce080",
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      "3e5f406442df4b848d324ff584eea75c",
      "575b63bdd98047a4934d556423dd9ce6",
      "c9662398b8ad4d4fa1a59d44f6205769",
      "37379e486478437f9fa2f8eac7f9fd60",
      "2b83154cf934484da54fe0d0b08fe3d3",
      "759faaea712c4a8abb0ece5217e1c470"
     ]
    },
    "executionInfo": {
     "elapsed": 1388,
     "status": "ok",
     "timestamp": 1719589605088,
     "user": {
      "displayName": "Jay Alammar جهاد العمار",
      "userId": "14617748739431919458"
     },
     "user_tz": 240
    },
    "id": "KeWcUdxY6I3u",
    "outputId": "f39c8f56-1e71-44bb-bade-75bfb33b581c"
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "6a6efb1d66ea423a9b5ff4b2f1f1194c",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "tokenizer_config.json:   0%|          | 0.00/166 [00:00<?, ?B/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "f11120105af24fe1b40b6490897e2e2e",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "tokenizer.json:   0%|          | 0.00/2.14M [00:00<?, ?B/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "5d3f3b08ec5044e3acf4414703e579d9",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "special_tokens_map.json:   0%|          | 0.00/3.00 [00:00<?, ?B/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[0;30;48;2;102;194;165m\n",
      "\u001b[0m \u001b[0;30;48;2;252;141;98mEnglish\u001b[0m \u001b[0;30;48;2;141;160;203m and\u001b[0m \u001b[0;30;48;2;231;138;195m CAP\u001b[0m \u001b[0;30;48;2;166;216;84mITAL\u001b[0m \u001b[0;30;48;2;255;217;47mIZATION\u001b[0m \u001b[0;30;48;2;102;194;165m\n",
      "\u001b[0m \u001b[0;30;48;2;252;141;98m�\u001b[0m \u001b[0;30;48;2;141;160;203m�\u001b[0m \u001b[0;30;48;2;231;138;195m�\u001b[0m \u001b[0;30;48;2;166;216;84m�\u001b[0m \u001b[0;30;48;2;255;217;47m �\u001b[0m \u001b[0;30;48;2;102;194;165m�\u001b[0m \u001b[0;30;48;2;252;141;98m�\u001b[0m \u001b[0;30;48;2;141;160;203m\n",
      "\u001b[0m \u001b[0;30;48;2;231;138;195mshow\u001b[0m \u001b[0;30;48;2;166;216;84m_\u001b[0m \u001b[0;30;48;2;255;217;47mtokens\u001b[0m \u001b[0;30;48;2;102;194;165m False\u001b[0m \u001b[0;30;48;2;252;141;98m None\u001b[0m \u001b[0;30;48;2;141;160;203m elif\u001b[0m \u001b[0;30;48;2;231;138;195m \u001b[0m \u001b[0;30;48;2;166;216;84m==\u001b[0m \u001b[0;30;48;2;255;217;47m \u001b[0m \u001b[0;30;48;2;102;194;165m>\u001b[0m \u001b[0;30;48;2;252;141;98m=\u001b[0m \u001b[0;30;48;2;141;160;203m else\u001b[0m \u001b[0;30;48;2;231;138;195m:\u001b[0m \u001b[0;30;48;2;166;216;84m two\u001b[0m \u001b[0;30;48;2;255;217;47m t\u001b[0m \u001b[0;30;48;2;102;194;165mabs\u001b[0m \u001b[0;30;48;2;252;141;98m:\u001b[0m \u001b[0;30;48;2;141;160;203m\"\u001b[0m \u001b[0;30;48;2;231;138;195m    \u001b[0m \u001b[0;30;48;2;166;216;84m\"\u001b[0m \u001b[0;30;48;2;255;217;47m Three\u001b[0m \u001b[0;30;48;2;102;194;165m t\u001b[0m \u001b[0;30;48;2;252;141;98mabs\u001b[0m \u001b[0;30;48;2;141;160;203m:\u001b[0m \u001b[0;30;48;2;231;138;195m \u001b[0m \u001b[0;30;48;2;166;216;84m\"\u001b[0m \u001b[0;30;48;2;255;217;47m       \u001b[0m \u001b[0;30;48;2;102;194;165m\"\u001b[0m \u001b[0;30;48;2;252;141;98m\n",
      "\u001b[0m \u001b[0;30;48;2;141;160;203m1\u001b[0m \u001b[0;30;48;2;231;138;195m2\u001b[0m \u001b[0;30;48;2;166;216;84m.\u001b[0m \u001b[0;30;48;2;255;217;47m0\u001b[0m \u001b[0;30;48;2;102;194;165m*\u001b[0m \u001b[0;30;48;2;252;141;98m5\u001b[0m \u001b[0;30;48;2;141;160;203m0\u001b[0m \u001b[0;30;48;2;231;138;195m=\u001b[0m \u001b[0;30;48;2;166;216;84m6\u001b[0m \u001b[0;30;48;2;255;217;47m0\u001b[0m \u001b[0;30;48;2;102;194;165m0\u001b[0m \u001b[0;30;48;2;252;141;98m\n",
      "\u001b[0m "
     ]
    }
   ],
   "source": [
    "show_tokens(text, \"facebook/galactica-1.3b\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "executionInfo": {
     "elapsed": 374,
     "status": "ok",
     "timestamp": 1719589632350,
     "user": {
      "displayName": "Jay Alammar جهاد العمار",
      "userId": "14617748739431919458"
     },
     "user_tz": 240
    },
    "id": "__QNj2Cohzz2",
    "outputId": "17ffab73-b07c-44a9-c482-64ab9f4c45a4"
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Special tokens have been added in the vocabulary, make sure the associated word embeddings are fine-tuned or trained.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[0;30;48;2;102;194;165m<s>\u001b[0m \u001b[0;30;48;2;252;141;98m\u001b[0m \u001b[0;30;48;2;141;160;203m\n",
      "\u001b[0m \u001b[0;30;48;2;231;138;195mEnglish\u001b[0m \u001b[0;30;48;2;166;216;84mand\u001b[0m \u001b[0;30;48;2;255;217;47mC\u001b[0m \u001b[0;30;48;2;102;194;165mAP\u001b[0m \u001b[0;30;48;2;252;141;98mIT\u001b[0m \u001b[0;30;48;2;141;160;203mAL\u001b[0m \u001b[0;30;48;2;231;138;195mIZ\u001b[0m \u001b[0;30;48;2;166;216;84mATION\u001b[0m \u001b[0;30;48;2;255;217;47m\n",
      "\u001b[0m \u001b[0;30;48;2;102;194;165m�\u001b[0m \u001b[0;30;48;2;252;141;98m�\u001b[0m \u001b[0;30;48;2;141;160;203m�\u001b[0m \u001b[0;30;48;2;231;138;195m�\u001b[0m \u001b[0;30;48;2;166;216;84m\u001b[0m \u001b[0;30;48;2;255;217;47m�\u001b[0m \u001b[0;30;48;2;102;194;165m�\u001b[0m \u001b[0;30;48;2;252;141;98m�\u001b[0m \u001b[0;30;48;2;141;160;203m\n",
      "\u001b[0m \u001b[0;30;48;2;231;138;195mshow\u001b[0m \u001b[0;30;48;2;166;216;84m_\u001b[0m \u001b[0;30;48;2;255;217;47mto\u001b[0m \u001b[0;30;48;2;102;194;165mkens\u001b[0m \u001b[0;30;48;2;252;141;98mFalse\u001b[0m \u001b[0;30;48;2;141;160;203mNone\u001b[0m \u001b[0;30;48;2;231;138;195melif\u001b[0m \u001b[0;30;48;2;166;216;84m==\u001b[0m \u001b[0;30;48;2;255;217;47m>=\u001b[0m \u001b[0;30;48;2;102;194;165melse\u001b[0m \u001b[0;30;48;2;252;141;98m:\u001b[0m \u001b[0;30;48;2;141;160;203mtwo\u001b[0m \u001b[0;30;48;2;231;138;195mtabs\u001b[0m \u001b[0;30;48;2;166;216;84m:\"\u001b[0m \u001b[0;30;48;2;255;217;47m  \u001b[0m \u001b[0;30;48;2;102;194;165m\"\u001b[0m \u001b[0;30;48;2;252;141;98mThree\u001b[0m \u001b[0;30;48;2;141;160;203mtabs\u001b[0m \u001b[0;30;48;2;231;138;195m:\u001b[0m \u001b[0;30;48;2;166;216;84m\"\u001b[0m \u001b[0;30;48;2;255;217;47m     \u001b[0m \u001b[0;30;48;2;102;194;165m\"\u001b[0m \u001b[0;30;48;2;252;141;98m\n",
      "\u001b[0m \u001b[0;30;48;2;141;160;203m1\u001b[0m \u001b[0;30;48;2;231;138;195m2\u001b[0m \u001b[0;30;48;2;166;216;84m.\u001b[0m \u001b[0;30;48;2;255;217;47m0\u001b[0m \u001b[0;30;48;2;102;194;165m*\u001b[0m \u001b[0;30;48;2;252;141;98m5\u001b[0m \u001b[0;30;48;2;141;160;203m0\u001b[0m \u001b[0;30;48;2;231;138;195m=\u001b[0m \u001b[0;30;48;2;166;216;84m6\u001b[0m \u001b[0;30;48;2;255;217;47m0\u001b[0m \u001b[0;30;48;2;102;194;165m0\u001b[0m \u001b[0;30;48;2;252;141;98m\n",
      "\u001b[0m "
     ]
    }
   ],
   "source": [
    "show_tokens(text, \"microsoft/Phi-3-mini-4k-instruct\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "9Tu7OY4HvBEm"
   },
   "source": [
    "# Contextualized Word Embeddings From a Language Model (Like BERT)"
   ]
  },
  {
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    },
    "executionInfo": {
     "elapsed": 5049,
     "status": "ok",
     "timestamp": 1719641476949,
     "user": {
      "displayName": "Maarten Grootendorst",
      "userId": "11015108362723620659"
     },
     "user_tz": -120
    },
    "id": "nsjz-VsYu9bB",
    "outputId": "03ea124b-c6de-449d-ea6f-f5e5b84c2c97"
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "761c3e6c7f26453bba2f463f39f3ae73",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "tokenizer_config.json:   0%|          | 0.00/52.0 [00:00<?, ?B/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/lib/python3.10/dist-packages/huggingface_hub/file_download.py:1132: FutureWarning: `resume_download` is deprecated and will be removed in version 1.0.0. Downloads always resume when possible. If you want to force a new download, use `force_download=True`.\n",
      "  warnings.warn(\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "8ee98d9d017542609881a1e16a8f393f",
       "version_major": 2,
       "version_minor": 0
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      "text/plain": [
       "config.json:   0%|          | 0.00/474 [00:00<?, ?B/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "fd134a05028c447a994166eccc557806",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "vocab.json:   0%|          | 0.00/899k [00:00<?, ?B/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "20331d1d457143719fe732325e79877e",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "merges.txt:   0%|          | 0.00/456k [00:00<?, ?B/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "ed19532a8eda4925a4014a3f11517ff9",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "config.json:   0%|          | 0.00/578 [00:00<?, ?B/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "7570614d79184ab2b44700df2342b294",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "pytorch_model.bin:   0%|          | 0.00/241M [00:00<?, ?B/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from transformers import AutoModel, AutoTokenizer\n",
    "\n",
    "# Load a tokenizer\n",
    "tokenizer = AutoTokenizer.from_pretrained(\"microsoft/deberta-base\")\n",
    "\n",
    "# Load a language model\n",
    "model = AutoModel.from_pretrained(\"microsoft/deberta-v3-xsmall\")\n",
    "\n",
    "# Tokenize the sentence\n",
    "tokens = tokenizer('Hello world', return_tensors='pt')\n",
    "\n",
    "# Process the tokens\n",
    "output = model(**tokens)[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "executionInfo": {
     "elapsed": 567,
     "status": "ok",
     "timestamp": 1719641482036,
     "user": {
      "displayName": "Maarten Grootendorst",
      "userId": "11015108362723620659"
     },
     "user_tz": -120
    },
    "id": "lQly_KcbvDce",
    "outputId": "fe2cc467-2a5a-4111-8d23-4da9aa799b79"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "torch.Size([1, 4, 384])"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "output.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "executionInfo": {
     "elapsed": 2,
     "status": "ok",
     "timestamp": 1719641482353,
     "user": {
      "displayName": "Maarten Grootendorst",
      "userId": "11015108362723620659"
     },
     "user_tz": -120
    },
    "id": "8GcRrpPV0kVj",
    "outputId": "93766ff1-1ae5-4e90-dba0-286d9e721c3d"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[CLS]\n",
      "Hello\n",
      " world\n",
      "[SEP]\n"
     ]
    }
   ],
   "source": [
    "for token in tokens['input_ids'][0]:\n",
    "    print(tokenizer.decode(token))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "executionInfo": {
     "elapsed": 1,
     "status": "ok",
     "timestamp": 1719641482353,
     "user": {
      "displayName": "Maarten Grootendorst",
      "userId": "11015108362723620659"
     },
     "user_tz": -120
    },
    "id": "e8oHVC7B0lkk",
    "outputId": "f7dd1e0c-a2db-4ae4-8ccb-c97fa150071a"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tensor([[[-3.4816,  0.0861, -0.1819,  ..., -0.0612, -0.3911,  0.3017],\n",
       "         [ 0.1898,  0.3208, -0.2315,  ...,  0.3714,  0.2478,  0.8048],\n",
       "         [ 0.2071,  0.5036, -0.0485,  ...,  1.2175, -0.2292,  0.8582],\n",
       "         [-3.4278,  0.0645, -0.1427,  ...,  0.0658, -0.4367,  0.3834]]],\n",
       "       grad_fn=<NativeLayerNormBackward0>)"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "output"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "DdEDuLWa0r4L"
   },
   "source": [
    "# Text Embeddings (For Sentences and Whole Documents)"
   ]
  },
  {
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    "executionInfo": {
     "elapsed": 7006,
     "status": "ok",
     "timestamp": 1719641491724,
     "user": {
      "displayName": "Maarten Grootendorst",
      "userId": "11015108362723620659"
     },
     "user_tz": -120
    },
    "id": "TQHWioIc0pQ8",
    "outputId": "87112ec7-bee0-4894-d850-8dd5e0f4e38c"
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
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       "version_major": 2,
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      "text/plain": [
       "modules.json:   0%|          | 0.00/349 [00:00<?, ?B/s]"
      ]
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     "output_type": "display_data"
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    {
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      "text/plain": [
       "config_sentence_transformers.json:   0%|          | 0.00/116 [00:00<?, ?B/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
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      "text/plain": [
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      ]
     },
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    },
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      "text/plain": [
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      ]
     },
     "metadata": {},
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/lib/python3.10/dist-packages/huggingface_hub/file_download.py:1132: FutureWarning: `resume_download` is deprecated and will be removed in version 1.0.0. Downloads always resume when possible. If you want to force a new download, use `force_download=True`.\n",
      "  warnings.warn(\n"
     ]
    },
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       "tokenizer_config.json:   0%|          | 0.00/363 [00:00<?, ?B/s]"
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     },
     "metadata": {},
     "output_type": "display_data"
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    {
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       "vocab.txt:   0%|          | 0.00/232k [00:00<?, ?B/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
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      },
      "text/plain": [
       "special_tokens_map.json:   0%|          | 0.00/239 [00:00<?, ?B/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "1f5849878621437397efe2de7b7a43fe",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "1_Pooling/config.json:   0%|          | 0.00/190 [00:00<?, ?B/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sentence_transformers import SentenceTransformer\n",
    "\n",
    "# Load model\n",
    "model = SentenceTransformer('sentence-transformers/all-mpnet-base-v2')\n",
    "\n",
    "# Convert text to text embeddings\n",
    "vector = model.encode(\"Best movie ever!\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "executionInfo": {
     "elapsed": 2,
     "status": "ok",
     "timestamp": 1719641491724,
     "user": {
      "displayName": "Maarten Grootendorst",
      "userId": "11015108362723620659"
     },
     "user_tz": -120
    },
    "id": "PDwfmBiC0uER",
    "outputId": "db6755ce-92b2-45d1-85aa-9b53baee446e"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(768,)"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "vector.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "xnuGRjo80yKj"
   },
   "source": [
    "# Word Embeddings Beyond LLMs\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "executionInfo": {
     "elapsed": 44634,
     "status": "ok",
     "timestamp": 1719641543423,
     "user": {
      "displayName": "Maarten Grootendorst",
      "userId": "11015108362723620659"
     },
     "user_tz": -120
    },
    "id": "sKgNdnwe0vfK",
    "outputId": "180bbb09-b030-4fa0-9198-085b0eb54c7b"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[==================================================] 100.0% 66.0/66.0MB downloaded\n"
     ]
    }
   ],
   "source": [
    "import gensim.downloader as api\n",
    "\n",
    "# Download embeddings (66MB, glove, trained on wikipedia, vector size: 50)\n",
    "# Other options include \"word2vec-google-news-300\"\n",
    "# More options at https://github.com/RaRe-Technologies/gensim-data\n",
    "model = api.load(\"glove-wiki-gigaword-50\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "executionInfo": {
     "elapsed": 2,
     "status": "ok",
     "timestamp": 1719641543423,
     "user": {
      "displayName": "Maarten Grootendorst",
      "userId": "11015108362723620659"
     },
     "user_tz": -120
    },
    "id": "u_vj5NVn01aD",
    "outputId": "73c3edd8-0185-494d-a842-d78cbe100642"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('king', 1.0000001192092896),\n",
       " ('prince', 0.8236179351806641),\n",
       " ('queen', 0.7839043140411377),\n",
       " ('ii', 0.7746230363845825),\n",
       " ('emperor', 0.7736247777938843),\n",
       " ('son', 0.766719400882721),\n",
       " ('uncle', 0.7627150416374207),\n",
       " ('kingdom', 0.7542161345481873),\n",
       " ('throne', 0.7539914846420288),\n",
       " ('brother', 0.7492411136627197),\n",
       " ('ruler', 0.7434253692626953)]"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model.most_similar([model['king']], topn=11)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "QMSgyKKS4xUx"
   },
   "source": [
    "# Recommending songs by embeddings"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "3dJdWzT67nDL"
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "from urllib import request\n",
    "\n",
    "# Get the playlist dataset file\n",
    "data = request.urlopen('https://storage.googleapis.com/maps-premium/dataset/yes_complete/train.txt')\n",
    "\n",
    "# Parse the playlist dataset file. Skip the first two lines as\n",
    "# they only contain metadata\n",
    "lines = data.read().decode(\"utf-8\").split('\\n')[2:]\n",
    "\n",
    "# Remove playlists with only one song\n",
    "playlists = [s.rstrip().split() for s in lines if len(s.split()) > 1]\n",
    "\n",
    "# Load song metadata\n",
    "songs_file = request.urlopen('https://storage.googleapis.com/maps-premium/dataset/yes_complete/song_hash.txt')\n",
    "songs_file = songs_file.read().decode(\"utf-8\").split('\\n')\n",
    "songs = [s.rstrip().split('\\t') for s in songs_file]\n",
    "songs_df = pd.DataFrame(data=songs, columns = ['id', 'title', 'artist'])\n",
    "songs_df = songs_df.set_index('id')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "executionInfo": {
     "elapsed": 3,
     "status": "ok",
     "timestamp": 1724598630488,
     "user": {
      "displayName": "Jay Alammar جهاد العمار",
      "userId": "14617748739431919458"
     },
     "user_tz": 240
    },
    "id": "Q3zirG-lo3H8",
    "outputId": "e3b4269e-dd42-428e-8b28-46c27d0231af"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Playlist #1:\n",
      "  ['0', '1', '2', '3', '4', '5', '6', '7', '8', '9', '10', '11', '12', '13', '14', '15', '16', '17', '18', '19', '20', '21', '22', '23', '24', '25', '26', '27', '28', '29', '30', '31', '32', '33', '34', '35', '36', '37', '38', '39', '40', '41', '2', '42', '43', '44', '45', '46', '47', '48', '20', '49', '8', '50', '51', '52', '53', '54', '55', '56', '57', '25', '58', '59', '60', '61', '62', '3', '63', '64', '65', '66', '46', '47', '67', '2', '48', '68', '69', '70', '57', '50', '71', '72', '53', '73', '25', '74', '59', '20', '46', '75', '76', '77', '59', '20', '43'] \n",
      "\n",
      "Playlist #2:\n",
      "  ['78', '79', '80', '3', '62', '81', '14', '82', '48', '83', '84', '17', '85', '86', '87', '88', '74', '89', '90', '91', '4', '73', '62', '92', '17', '53', '59', '93', '94', '51', '50', '27', '95', '48', '96', '97', '98', '99', '100', '57', '101', '102', '25', '103', '3', '104', '105', '106', '107', '47', '108', '109', '110', '111', '112', '113', '25', '63', '62', '114', '115', '84', '116', '117', '118', '119', '120', '121', '122', '123', '50', '70', '71', '124', '17', '85', '14', '82', '48', '125', '47', '46', '72', '53', '25', '73', '4', '126', '59', '74', '20', '43', '127', '128', '129', '13', '82', '48', '130', '131', '132', '133', '134', '135', '136', '137', '59', '46', '138', '43', '20', '139', '140', '73', '57', '70', '141', '3', '1', '74', '142', '143', '144', '145', '48', '13', '25', '146', '50', '147', '126', '59', '20', '148', '149', '150', '151', '152', '56', '153', '154', '155', '156', '157', '158', '159', '160', '161', '162', '163', '164', '165', '166', '167', '168', '169', '170', '171', '172', '173', '174', '175', '60', '176', '51', '177', '178', '179', '180', '181', '182', '183', '184', '185', '57', '186', '187', '188', '189', '190', '191', '46', '192', '193', '194', '195', '196', '197', '198', '25', '199', '200', '49', '201', '100', '202', '203', '204', '205', '206', '207', '32', '208', '209', '210']\n"
     ]
    }
   ],
   "source": [
    "print( 'Playlist #1:\\n ', playlists[0], '\\n')\n",
    "print( 'Playlist #2:\\n ', playlists[1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "EaUz3E0P7sJs"
   },
   "outputs": [],
   "source": [
    "from gensim.models import Word2Vec\n",
    "\n",
    "# Train our Word2Vec model\n",
    "model = Word2Vec(\n",
    "    playlists, vector_size=32, window=20, negative=50, min_count=1, workers=4\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "executionInfo": {
     "elapsed": 314,
     "status": "ok",
     "timestamp": 1719642095066,
     "user": {
      "displayName": "Maarten Grootendorst",
      "userId": "11015108362723620659"
     },
     "user_tz": -120
    },
    "id": "9EFGWesO8rOJ",
    "outputId": "1e46ce56-7b14-4268-a38a-c328e0f52943"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('2849', 0.9979680776596069),\n",
       " ('2640', 0.9964019060134888),\n",
       " ('3167', 0.9963980317115784),\n",
       " ('5549', 0.9959008693695068),\n",
       " ('2715', 0.9958351850509644),\n",
       " ('3117', 0.9954560995101929),\n",
       " ('2987', 0.9953479766845703),\n",
       " ('2881', 0.9951083660125732),\n",
       " ('2886', 0.9950577616691589),\n",
       " ('3094', 0.994985044002533)]"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "song_id = 2172\n",
    "\n",
    "# Ask the model for songs similar to song #2172\n",
    "model.wv.most_similar(positive=str(song_id))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "executionInfo": {
     "elapsed": 321,
     "status": "ok",
     "timestamp": 1719642762615,
     "user": {
      "displayName": "Maarten Grootendorst",
      "userId": "11015108362723620659"
     },
     "user_tz": -120
    },
    "id": "AMiY6isXqKk4",
    "outputId": "0f465f20-ada8-4fa8-92d6-f72966d03aa4"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "title     Fade To Black\n",
      "artist        Metallica\n",
      "Name: 2172 , dtype: object\n"
     ]
    }
   ],
   "source": [
    "print(songs_df.iloc[2172])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 237
    },
    "executionInfo": {
     "elapsed": 556,
     "status": "ok",
     "timestamp": 1719642918281,
     "user": {
      "displayName": "Maarten Grootendorst",
      "userId": "11015108362723620659"
     },
     "user_tz": -120
    },
    "id": "aOzWENxr2Fl3",
    "outputId": "0b1ac29a-14f7-4e30-e153-e8f35ca97d7e"
   },
   "outputs": [
    {
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       "summary": "{\n  \"name\": \"print_recommendations(2172)\",\n  \"rows\": 5,\n  \"fields\": [\n    {\n      \"column\": \"id\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 5,\n        \"samples\": [\n          \"2640 \",\n          \"2715 \",\n          \"3167 \"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"title\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 5,\n        \"samples\": [\n          \"Red Barchetta\",\n          \"Rainbow In The Dark\",\n          \"Unchained\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"artist\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 5,\n        \"samples\": [\n          \"Rush\",\n          \"Dio\",\n          \"Van Halen\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}",
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       "</div>\n",
       "\n",
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      ],
      "text/plain": [
       "                     title         artist\n",
       "id                                       \n",
       "2849      Run To The Hills    Iron Maiden\n",
       "2640         Red Barchetta           Rush\n",
       "3167             Unchained      Van Halen\n",
       "5549         November Rain  Guns N' Roses\n",
       "2715   Rainbow In The Dark            Dio"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import numpy as np\n",
    "\n",
    "def print_recommendations(song_id):\n",
    "    similar_songs = np.array(\n",
    "        model.wv.most_similar(positive=str(song_id),topn=5)\n",
    "    )[:,0]\n",
    "    return  songs_df.iloc[similar_songs]\n",
    "\n",
    "# Extract recommendations\n",
    "print_recommendations(2172)"
   ]
  },
  {
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    "executionInfo": {
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     "user": {
      "displayName": "Maarten Grootendorst",
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    },
    "id": "xqrzQQ-m1EJ5",
    "outputId": "3cf4967d-f510-4772-cb11-4166d16c6956"
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   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "title     Fade To Black\n",
      "artist        Metallica\n",
      "Name: 2172 , dtype: object\n",
      "['2849' '2640' '3167' '5549' '2715']\n"
     ]
    },
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       "                     title         artist\n",
       "id                                       \n",
       "2849      Run To The Hills    Iron Maiden\n",
       "2640         Red Barchetta           Rush\n",
       "3167             Unchained      Van Halen\n",
       "5549         November Rain  Guns N' Roses\n",
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    {
     "name": "stdout",
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     "text": [
      "title     California Love (w\\/ Dr. Dre & Roger Troutman)\n",
      "artist                                              2Pac\n",
      "Name: 842 , dtype: object\n",
      "['5668' '413' '5661' '330' '886']\n"
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       "\n",
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       "  </div>\n"
      ],
      "text/plain": [
       "                                                   title      artist\n",
       "id                                                                  \n",
       "5668                             How We Do (w\\/ 50 Cent)    The Game\n",
       "413    If I Ruled The World (Imagine That) (w\\/ Laury...         Nas\n",
       "5661                                        Sweet Dreams     Beyonce\n",
       "330                     Hate It Or Love It (w\\/ 50 Cent)    The Game\n",
       "886                                            Heartless  Kanye West"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
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   "source": [
    "print_recommendations(842)"
   ]
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